en_skillner / meta.json
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{
"lang":"en",
"name":"skillner",
"version":"3.5.0",
"description":"A Named Entity Recognition (NER) model to extract SKILL, EXPERIENCE and BENEFIT from job adverts.",
"author":"nestauk",
"email":"contact@explosion.ai",
"url":"https://explosion.ai",
"license":"MIT",
"spacy_version":">=3.5.3,<3.6.0",
"spacy_git_version":"9e0322de1",
"vectors":{
"width":300,
"vectors":514157,
"keys":514157,
"name":null
},
"labels":{
"ner":[
"SKILL",
"EXPERIENCE",
"BENEFIT"
]
},
"pipeline":[
"tok2vec",
"tagger",
"parser",
"attribute_ruler",
"lemmatizer",
"ner"
],
"components":[
"tok2vec",
"tagger",
"parser",
"senter",
"attribute_ruler",
"lemmatizer",
"ner"
],
"disabled":[
"senter"
],
"performance":{
"ents_p":0.5991309071,
"ents_r":0.5768828452,
"ents_f":0.5877964295,
"ents_per_type":{
"SKILL":{
"correct":1208,
"incorrect":32,
"partial":0,
"missed":429,
"spurious":420,
"possible":1669,
"actual":1660,
"precision":0.7277108434,
"recall":0.7237866986,
"f1":0.7257434665
},
"EXPERIENCE":{
"correct":84,
"incorrect":37,
"partial":0,
"missed":55,
"spurious":29,
"possible":176,
"actual":150,
"precision":0.56,
"recall":0.4772727273,
"f1":0.5153374233
},
"BENEFIT":{
"correct":24,
"incorrect":3,
"partial":0,
"missed":40,
"spurious":4,
"possible":67,
"actual":31,
"precision":0.7741935484,
"recall":0.3582089552,
"f1":0.4897959184
}
}
},
"sources":[
{
"name":"OntoNotes 5",
"url":"https://catalog.ldc.upenn.edu/LDC2013T19",
"license":"commercial (licensed by Explosion)",
"author":"Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston"
},
{
"name":"ClearNLP Constituent-to-Dependency Conversion",
"url":"https://github.com/clir/clearnlp-guidelines/blob/master/md/components/dependency_conversion.md",
"license":"Citation provided for reference, no code packaged with model",
"author":"Emory University"
},
{
"name":"WordNet 3.0",
"url":"https://wordnet.princeton.edu/",
"author":"Princeton University",
"license":"WordNet 3.0 License"
},
{
"name":"Explosion Vectors (OSCAR 2109 + Wikipedia + OpenSubtitles + WMT News Crawl)",
"url":"https://github.com/explosion/spacy-vectors-builder",
"license":"CC0",
"author":"Explosion"
}
],
"requirements":[
]
}